{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/uptrain-ai/uptrain/blob/main/examples/assistants/assistant_evaluator.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 align=\"center\">\n",
    "  <a href=\"https://uptrain.ai\">\n",
    "    <img width=\"300\" src=\"https://user-images.githubusercontent.com/108270398/214240695-4f958b76-c993-4ddd-8de6-8668f4d0da84.png\" alt=\"uptrain\">\n",
    "  </a>\n",
    "</h1>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 style=\"text-align: center;\">Evaluation of AI Assistants</h1>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What is an AI Assistant?\n",
    "\n",
    "[OpenAI Assistants API](https://platform.openai.com/docs/assistants/overview?context=with-streaming) allows you to build AI assistants within your own applications. It leverages tools like Code Interpreter, Retrieval, and Function calling to answer user queries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Problem\n",
    "\n",
    "Building an AI Assistant may seem straightforward, but evaluating its performance requires careful consideration of several criteria.\n",
    "\n",
    "Initially, you must engage with the assistant in various scenarios or personas.\n",
    "\n",
    "Then, you need to assess the AI's performance based on criteria such as user frustration, response completeness, factual accuracy, and more."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Solution\n",
    "\n",
    "UpTrain enables you to simulate conversations with AI assistants using predefined scenarios.\n",
    "\n",
    "You can create personas such as \"angry customer,\" \"talkative customer,\" or \"confused customer,\" and UpTrain will simulate conversations between these personas and the AI assistant.\n",
    "\n",
    "Using these conversations UpTrain then evaluates the AI assistant's performance in various realistic scenarios, providing valuable insights for improvement."
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Import Required Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %pip install -U uptrain "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/shreyanshjain/Documents/UpTrain/GitHub_Clone/uptrain/.venv/lib/python3.11/site-packages/lazy_loader/__init__.py:185: RuntimeWarning: subpackages can technically be lazily loaded, but it causes the package to be eagerly loaded even if it is already lazily loaded.So, you probably shouldn't use subpackages with this lazy feature.\n",
      "  warnings.warn(msg, RuntimeWarning)\n",
      "/Users/shreyanshjain/Documents/UpTrain/GitHub_Clone/uptrain/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "from uptrain import EvalAssistant\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Define your AI Assistant"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's set the inputs for your AI assistant:\n",
    "- `user_bot_name`: Your bot name\n",
    "\n",
    "- `user_bot_instructions`: The original set of prompts you want to use to test your assistant\n",
    "\n",
    "- `user_bot_file_list`: The path to the files which act as your knowledge base\n",
    "\n",
    "- `user_bot_model`(optional): The LLM model you want to use (we will use `gpt-4-1106-preview` by default)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_bot_name = 'Nurse Bot v1'\n",
    "\n",
    "user_bot_instructions = \"\"\"\n",
    "You are an expert, professional nurse who is knowledgeable in various medical scenarios. \n",
    "Patients will come to you with questions about their health, seeking guidance and reassurance. \n",
    "Your responses should provide accurate information and addressing their concerns in a clear and empathetic manner. \n",
    "Your role is crucial in helping patients understand their health conditions and make informed decisions about their care.\n",
    "\"\"\"\n",
    "\n",
    "user_bot_file_list = ['context_docs/medicine_list.docx','context_docs/disease_list.pdf']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Define your Evaluation Personas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's set the arguments for the evaluator:\n",
    "\n",
    "- `user_bot_purpose`: A small description of the purpose of your bot\n",
    "\n",
    "- `evaluator_persona`: List of different persona (or scenarios) you wish to test your bot on. \n",
    "\n",
    "- `evaluator_bot_model`(optional): The LLM model you want to use (we will use `gpt-4-1106-preview` by default)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_bot_purpose = 'Answer patient queries on different medical scenarios to patients'\n",
    "\n",
    "evaluator_persona = [\n",
    "    \"Patient inquiring about the causes of hypertension.\",\n",
    "    \"Patient wanting to know about the preventive measures for malaria.\",\n",
    "    \"Patient asking about the duration of treatment for a sinus infection\",\n",
    "    \"Patient asking about the safety of taking paracetamol during pregnancy.\",\n",
    "    \"Patient inquiring about the appropriate dosage of ibuprofen for a headache.\"\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4: Generate Conversations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's simulate the conversations based on these personas\n",
    "\n",
    "By default, we will generate 4 pairs of conversation for each scenario. If you wish to change that, let's say to 10 conversation pairs, you can simply do so by adding an argument: `trial_count = 10`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2024-04-04 13:50:51.997\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36muptrain.framework.eval_assistant.assistant_evals_utils\u001b[0m:\u001b[36msimulate_conversation\u001b[0m:\u001b[36m202\u001b[0m - \u001b[1mStep 1 of 5 Completed\u001b[0m\n",
      "\u001b[32m2024-04-04 13:52:42.594\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36muptrain.framework.eval_assistant.assistant_evals_utils\u001b[0m:\u001b[36msimulate_conversation\u001b[0m:\u001b[36m202\u001b[0m - \u001b[1mStep 2 of 5 Completed\u001b[0m\n",
      "\u001b[32m2024-04-04 13:54:25.587\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36muptrain.framework.eval_assistant.assistant_evals_utils\u001b[0m:\u001b[36msimulate_conversation\u001b[0m:\u001b[36m202\u001b[0m - \u001b[1mStep 3 of 5 Completed\u001b[0m\n",
      "\u001b[32m2024-04-04 13:55:53.231\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36muptrain.framework.eval_assistant.assistant_evals_utils\u001b[0m:\u001b[36msimulate_conversation\u001b[0m:\u001b[36m202\u001b[0m - \u001b[1mStep 4 of 5 Completed\u001b[0m\n",
      "\u001b[32m2024-04-04 13:57:06.551\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36muptrain.framework.eval_assistant.assistant_evals_utils\u001b[0m:\u001b[36msimulate_conversation\u001b[0m:\u001b[36m202\u001b[0m - \u001b[1mStep 5 of 5 Completed\u001b[0m\n",
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      "100%|██████████| 1/1 [00:01<00:00,  1.31s/it]\n",
      "\u001b[32m2024-04-04 13:57:34.010\u001b[0m | \u001b[32m\u001b[1mSUCCESS \u001b[0m | \u001b[36muptrain.framework.eval_assistant.assistant_evals_utils\u001b[0m:\u001b[36msimulate_conversation\u001b[0m:\u001b[36m210\u001b[0m - \u001b[32m\u001b[1mSimulation Completed successfully\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "assistant_eval_client = EvalAssistant(openai_api_key=\"sk-**************\")\n",
    "\n",
    "message =  assistant_eval_client.simulate_conversation(\n",
    "    user_bot_name = user_bot_name,\n",
    "    user_bot_instructions = user_bot_instructions,\n",
    "    user_bot_purpose = user_bot_purpose,\n",
    "    user_bot_file_list = user_bot_file_list,\n",
    "    evaluator_persona_list = evaluator_persona,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see the generated conversations for the defined evaluator personas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'evaluator_persona': 'Patient inquiring about the causes of hypertension.',\n",
       " 'conversation': [{'role': 'user',\n",
       "   'content': \"Hello, I've been recently diagnosed with hypertension, and I'm trying to understand more about its causes. Could you provide me with some information on what typically leads to hypertension?\",\n",
       "   'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. 13. Metoprolol: Metoprolol is a beta-blocker used to treat high blood pressure, angina (chest pain), and heart failure. It works by blocking the action of certain natural chemicals in the body, such as adrenaline, that affect the heart and blood vessels. Metoprolol should be taken as prescribed, and it should not be stopped suddenly without consulting a healthcare provider. 46. Kidney disease: Kidney disease is a condition characterized by damage to the kidneys andtheir ability to filter waste and fluids. Symptoms include fatigue, swelling, and changes inurination. Causes include diabetes, high blood pressure, and genetic factors. Preventionincludes controlling blood sugar and blood pressure, avoiding tobacco and alcohol, and gettingregular kidney screenings. Treatment includes medications, dialysis, and kidney transplantation. 51. Migraines: Migraines are a type of headache characterized by throbbing pain, sensitivity tolight and sound, and nausea. Causes include genetics, environmental factors, and hormonalchanges. Prevention includes stress management, avoiding triggers, and taking preventivemedications. Treatment includes over-the-counter and prescription pain relievers, and othermedications for nausea and sensitivity to light and sound. 5. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications. 31. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications.',\n",
       "   'files': ['context_docs/medicine_list.docx',\n",
       "    'context_docs/disease_list.pdf']},\n",
       "  {'role': 'bot',\n",
       "   'content': \"Hypertension, also known as high blood pressure, is a condition in which the force of the blood against the artery walls is too high. Over time, this increased pressure can cause health problems, such as heart disease and stroke. The causes of hypertension can be divided into two main categories: primary (essential) hypertension and secondary hypertension.\\n\\n### Primary Hypertension\\n\\nPrimary hypertension gradually develops over many years and accounts for the majority of cases. While the exact cause isn't always clear, several factors are believed to contribute:\\n\\n- **Genetic Predisposition**: Some people are genetically predisposed to hypertension, meaning it runs in families.\\n- **Age**: The risk of hypertension increases as you age, due in part to changes in blood vessel stiffness.\\n- **High Sodium Intake**: Consuming too much salt can cause the body to retain fluid, which increases blood pressure.\\n- **Low Potassium Intake**: Potassium helps balance the sodium levels in your cells. Not consuming enough potassium can lead to an accumulation of sodium in the blood.\\n- **Obesity or Being Overweight**: Excess body weight can cause the heart to work harder, increasing the pressure on the artery walls.\\n- **Lack of Physical Activity**: Inactivity can lead to higher heart rates and increased blood pressure.\\n- **Alcohol and Tobacco Use**: Consuming too much alcohol or tobacco can raise blood pressure.\\n- **Stress**: Long-term stress may contribute to hypertension, possibly through unhealthy behaviors stress can encourage, like poor diet or alcohol use.\\n\\n### Secondary Hypertension\\n\\nSecondary hypertension is caused by an underlying condition. It tends to appear suddenly and cause higher blood pressure than primary hypertension. Causes can include:\\n\\n- **Kidney Disease**: The most common cause of secondary hypertension, as kidneys help control blood pressure.\\n- **Adrenal Gland Tumors**: Tumors in the adrenal glands can produce hormones that elevate blood pressure.\\n- **Thyroid Problems**: Both hypothyroidism and hyperthyroidism can cause blood pressure abnormalities.\\n- **Certain Medications**: Birth control pills, decongestants, and some prescription drugs can increase blood pressure.\\n- **Sleep Apnea**: Interrupted breathing during sleep can significantly increase blood pressure.\\n\\nUnderstanding the causes of your hypertension is an important step towards managing it. Alongside medication, lifestyle changes such as exercising, eating a balanced diet, reducing sodium intake, limiting alcohol consumption, and quitting smoking can significantly help in managing high blood pressure. It's also beneficial to monitor your blood pressure regularly and have regular check-ups with your healthcare provider. Feel free to ask more questions if you need further information or assistance!\"},\n",
       "  {'role': 'user',\n",
       "   'content': 'Thank you for the detailed explanation. It really helps to understand the potential causes of hypertension. Given these factors, could you also advise on specific dietary changes or foods that I should focus on to help manage my hypertension?',\n",
       "   'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. avoiding NSAIDs, quitting smoking, and reducing stress. Treatment includes antibiotics toeradicate H. pylori, medications to reduce stomach acid production, and lifestyle modifications. diet, regular exercise, and avoiding constipation. Treatment includes over-the-counter remediesand prescription medications.',\n",
       "   'files': ['context_docs/medicine_list.docx',\n",
       "    'context_docs/disease_list.pdf'],\n",
       "   'rewritten_query': 'Based on the potential causes of hypertension, can you recommend specific dietary changes or foods to help manage my hypertension?'},\n",
       "  {'role': 'bot',\n",
       "   'content': \"Absolutely, making dietary changes is one of the key steps in managing hypertension. A heart-healthy diet can help lower blood pressure and reduce the risk of heart disease. Here are some specific foods and dietary changes that can be beneficial:\\n\\n### 1. Follow the DASH Diet\\nThe Dietary Approaches to Stop Hypertension (DASH) diet is specifically designed to help manage blood pressure. It emphasizes:\\n\\n- **Fruits and Vegetables**: Rich in vitamins, minerals, and fiber, and low in calories. Aim for 4-5 servings of each per day.\\n- **Whole Grains**: Opt for whole grains (like whole wheat bread, brown rice, and quinoa) over refined grains. Aim for 6-8 servings a day.\\n- **Lean Protein**: Include lean meats (poultry and fish), nuts, and legumes. Fatty fish like salmon are especially good due to their omega-3 fatty acids.\\n- **Low-fat Dairy**: Choose low-fat or non-fat dairy products to help reduce saturated fat intake.\\n\\n### 2. Reduce Sodium Intake\\nExcessive sodium can increase blood pressure by holding extra fluid in the body, placing an added burden on your heart. Aim for less than 2,300 mg a day or even lower, ideally 1,500 mg a day, especially if you're particularly sensitive to sodium's effects.\\n\\n### 3. Limit Alcohol and Caffeine\\nModeration is key. Consuming alcohol in small amounts can potentially lower your blood pressure, but the protective effect is lost if you drink too much. Meanwhile, caffeine can cause a short, but dramatic increase in your blood pressure.\\n\\n### 4. Foods Rich in Potassium, Magnesium, and Calcium\\nThese minerals help regulate blood pressure. Foods high in potassium include bananas, oranges, potatoes, spinach, and tomatoes. For magnesium, look towards nuts, seeds, and whole grains. Dairy products are a good source of calcium.\\n\\n### 5. Reduce Saturated Fats and Trans Fats\\nChoose healthier, unsaturated fats found in foods like avocados, nuts, and olive oil over saturated and trans fats. \\n\\n### 6. Increase Fiber Intake\\nEating more fiber can improve heart health and may help reduce blood pressure. Include more whole grains, fruits, vegetables, and legumes in your diet.\\n\\n### 7. Be Mindful of Portion Sizes\\nEating too much, even of healthy foods, can contribute to weight gain. Practicing portion control can aid in maintaining a healthy weight, which is beneficial for blood pressure management.\\n\\n### 8. Snack Smart\\nOpt for healthy snacks such as fruits, veggies with hummus, or a small handful of nuts.\\n\\n### 9. Stay Hydrated \\nWhile not directly related to lowering blood pressure, staying well-hydrated is essential for overall health.\\n\\n### 10. Limit Added Sugars\\nFoods high in added sugars, especially sugary beverages, can contribute to weight gain and increase your risk of heart disease. Limit these whenever possible.\\n\\nRemember, making these changes doesn't have to be overwhelming. Start slowly and make adjustments progressively. It's also a good idea to work with a healthcare provider or a dietitian who can tailor dietary advice to your individual needs.\"},\n",
       "  {'role': 'user',\n",
       "   'content': \"This is incredibly helpful, thank you! I'm particularly interested in the DASH diet you mentioned. Could you provide more guidance on how to start with the DASH diet, like a simple meal plan for a day or any tips on transitioning into it smoothly?\",\n",
       "   'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. 46. Kidney disease: Kidney disease is a condition characterized by damage to the kidneys andtheir ability to filter waste and fluids. Symptoms include fatigue, swelling, and changes inurination. Causes include diabetes, high blood pressure, and genetic factors. Preventionincludes controlling blood sugar and blood pressure, avoiding tobacco and alcohol, and gettingregular kidney screenings. Treatment includes medications, dialysis, and kidney transplantation. diet, regular exercise, and avoiding constipation. Treatment includes over-the-counter remediesand prescription medications. 13. Metoprolol: Metoprolol is a beta-blocker used to treat high blood pressure, angina (chest pain), and heart failure. It works by blocking the action of certain natural chemicals in the body, such as adrenaline, that affect the heart and blood vessels. Metoprolol should be taken as prescribed, and it should not be stopped suddenly without consulting a healthcare provider. avoiding NSAIDs, quitting smoking, and reducing stress. Treatment includes antibiotics toeradicate H. pylori, medications to reduce stomach acid production, and lifestyle modifications.',\n",
       "   'files': ['context_docs/medicine_list.docx',\n",
       "    'context_docs/disease_list.pdf'],\n",
       "   'rewritten_query': 'Given these factors, could you also advise on specific dietary changes or foods that I should focus on to help manage my hypertension?'},\n",
       "  {'role': 'bot',\n",
       "   'content': \"I'm glad you found the information helpful! Transitioning to the DASH diet can significantly impact your heart health and blood pressure levels. Here’s a simple one-day meal plan to get you started on the DASH diet, along with some tips to make the transition smoother.\\n\\n### Simple One-Day DASH Diet Meal Plan\\n\\n#### Breakfast\\n- **Oatmeal**: 1 cup of cooked oatmeal sprinkled with a tablespoon of almonds and a half cup of blueberries.\\n- **Dairy**: 1 cup of low-fat milk or a dairy-free alternative.\\n- **Beverage**: 1 cup of orange juice or an orange for an extra serving of fruit.\\n\\n#### Morning Snack\\n- **Snack**: A medium apple or any other fruit of your choice.\\n\\n#### Lunch\\n- **Sandwich**: Whole grain bread with turkey breast, lettuce, tomatoes, and mustard. Add slices of avocado or a thin spread of hummus for healthy fats.\\n- **Side Salad**: A salad with mixed greens, vegetables, a handful of nuts, and a vinaigrette based on olive oil.\\n- **Snack**: Baby carrots or cucumber slices.\\n\\n#### Afternoon Snack\\n- **Yogurt**: 1 cup of low-fat yogurt or Greek yogurt. You can add a small handful of nuts or fruit for additional flavor.\\n\\n#### Dinner\\n- **Protein**: Grilled salmon or chicken breast (about 4 ounces).\\n- **Whole Grains**: 1/2 cup of brown rice or whole-wheat pasta.\\n- **Vegetables**: Steamed broccoli and carrots seasoned with herbs and lemon juice.\\n- **Salad**: A side salad with mixed greens, vegetables, and a handful of walnuts, dressed with olive oil and vinegar.\\n\\n#### Evening Snack\\n- **Snack**: A small handful of mixed nuts or a piece of fruit.\\n\\n### Tips for Transitioning to the DASH Diet\\n- **Start Slowly**: You don’t need to overhaul your diet overnight. Begin by incorporating more fruits, vegetables, and whole grains into your meals. Gradually, adjust portions and make substitutions where you see fit.\\n- **Plan Your Meals**: Planning ahead can help you make healthier food choices and avoid reaching for convenient, less healthy options.\\n- **Shop Smart**: Fill your shopping cart with DASH-friendly foods. Focus on fresh produce, whole grains, nuts, and lean proteins. Read labels to avoid foods high in sodium and added sugars.\\n- **Cook at Home**: Preparing your meals allows you to control what goes into your food. Experiment with herbs and spices to add flavor without the salt.\\n- **Watch Portion Sizes**: Use smaller plates and bowls to help control portions. Pay attention to hunger cues and avoid eating out of boredom or habit.\\n- **Be Patient with Yourself**: Adjusting to a new way of eating takes time. It’s okay if you don’t stick to it perfectly every day. Aim for gradual improvements over time.\\n\\nRemember, the DASH diet is not just about lowering blood pressure, it’s a lifestyle change aimed at improving overall heart health. It can be helpful to consult with a dietitian who can provide personalized advice and support as you make these dietary changes.\"},\n",
       "  {'role': 'user',\n",
       "   'content': \"This meal plan and the tips for transitioning into the DASH diet are exactly what I was looking for, thank you! I have one more question: are there any specific herbs or spices that you would recommend incorporating into the diet to help lower blood pressure? I'm particularly interested in natural ways to enhance flavor without relying too much on salt.\",\n",
       "   'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. 46. Kidney disease: Kidney disease is a condition characterized by damage to the kidneys andtheir ability to filter waste and fluids. Symptoms include fatigue, swelling, and changes inurination. Causes include diabetes, high blood pressure, and genetic factors. Preventionincludes controlling blood sugar and blood pressure, avoiding tobacco and alcohol, and gettingregular kidney screenings. Treatment includes medications, dialysis, and kidney transplantation. diet, regular exercise, and avoiding constipation. Treatment includes over-the-counter remediesand prescription medications. 13. Metoprolol: Metoprolol is a beta-blocker used to treat high blood pressure, angina (chest pain), and heart failure. It works by blocking the action of certain natural chemicals in the body, such as adrenaline, that affect the heart and blood vessels. Metoprolol should be taken as prescribed, and it should not be stopped suddenly without consulting a healthcare provider. avoiding NSAIDs, quitting smoking, and reducing stress. Treatment includes antibiotics toeradicate H. pylori, medications to reduce stomach acid production, and lifestyle modifications.',\n",
       "   'files': ['context_docs/medicine_list.docx',\n",
       "    'context_docs/disease_list.pdf'],\n",
       "   'rewritten_query': 'Given these factors, could you also advise on specific dietary changes or foods that I should focus on to help manage my hypertension?'},\n",
       "  {'role': 'bot',\n",
       "   'content': \"You're very welcome! I'm pleased to hear that the information has been helpful to you. Incorporating specific herbs and spices into your diet can indeed be a natural and flavorful way to help manage blood pressure, all while reducing your reliance on salt. Here are some recommended herbs and spices you might consider, along with their potential benefits:\\n\\n### 1. **Garlic**\\n- Garlic has been shown to potentially help lower blood pressure by increasing the body's production of nitric oxide, which helps relax blood vessels.\\n\\n### 2. **Cinnamon**\\n- Cinnamon may contribute to modest reductions in blood pressure, according to some studies. It's versatile and can be added to sweet and savory dishes alike.\\n\\n### 3. **Ginger**\\n- Ginger can improve circulation and relax the muscles surrounding blood vessels, which may help lower blood pressure. It's great in stir-fries, soups, and even teas.\\n\\n### 4. **Cardamom**\\n- Found in some studies to help reduce systolic, diastolic, and mean blood pressure levels. It has a unique flavor that works well in both sweet and savory dishes.\\n\\n### 5. **Basil**\\n- Basil contains eugenol, which has been shown to act as a natural calcium channel blocker—a type of medication that is often prescribed to lower blood pressure. It's a staple in Mediterranean cooking.\\n\\n### 6. **Flaxseed**\\n- Though not an herb or spice, ground flaxseed is rich in omega-3 fatty acids and has been linked to blood pressure reduction. It can easily be added to smoothies, oatmeal, and yogurt.\\n\\n### 7. **Parsley**\\n- Parsley has a mild diuretic effect, which may help lower blood pressure. It's a versatile herb that pairs well with a wide array of dishes.\\n\\n### 8. **Turmeric**\\n- The active ingredient in turmeric, curcumin, has anti-inflammatory properties that may benefit blood pressure. It gives curries their distinctive yellow color but can also be used in tea form.\\n\\n### 9. **Hibiscus**\\n- Drinking hibiscus tea has been associated with slight reductions in blood pressure. Its tart flavor is enjoyable hot or iced.\\n\\n### Tips for Incorporating These into Your Diet:\\n- **Experiment**: Don't be afraid to try new spices and herbs. Experimenting can help you discover new flavors you enjoy.\\n- **Combine Flavors**: Many herbs and spices combine well to create more complex flavors. For example, garlic pairs well with almost everything, and cinnamon can add warmth to sweet and savory dishes.\\n- **Use Them in Place of Salt**: When cooking, reach for these flavor enhancers instead of salt. Over time, your taste buds will adjust, and you'll find you won't miss the extra salt.\\n\\nIt's important to note that while these herbs and spices can contribute to a heart-healthy diet, they should complement other lifestyle changes and any treatment plan your healthcare provider recommends. If you're considering significant dietary changes or adding new supplements to your routine, it's best to consult with a healthcare provider to ensure they're appropriate for your specific health situation.\"}],\n",
       " 'assistant_id': 'asst_JhhQcYU1BZImmcr477ercwb3',\n",
       " 'thread_id': 'thread_w7rMJ0gj76rsstRK4qHiD2ke',\n",
       " 'file_id': ['file-qLmGJHdoSioqDGUMkYxyfreQ', 'file-iuoaLSm7kQKYK2DhhqAvzSAl']}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "message[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5: Evaluate Conversations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's evaluate these simulated conversations\n",
    "\n",
    "We have used the following 5 metrics from UpTrain's library:\n",
    "\n",
    "1. [Conversation Satisfaction](https://docs.uptrain.ai/predefined-evaluations/conversation-evals/user-satisfaction): Evaluates how well the user's concerns are addressed and grades their satisfaction based on provided conversation.\n",
    "\n",
    "2. [Factual Accuracy](https://docs.uptrain.ai/predefined-evaluations/context-awareness/factual-accuracy): Evaluates whether the response generated is factually correct and grounded by the provided context.\n",
    "\n",
    "3. [Response Relevance](https://docs.uptrain.ai/predefined-evaluations/response-quality/response-relevance): Evaluates how relevant the generated response was to the question specified.\n",
    "\n",
    "4. [Context Relevance](https://docs.uptrain.ai/predefined-evaluations/context-awareness/context-relevance): Evaluates how relevant the retrieved context is to the question specified.\n",
    "\n",
    "5. [Response Conciseness](https://docs.uptrain.ai/predefined-evaluations/response-quality/response-conciseness): Evaluates how concise the generated response is or if it has any additional irrelevant information for the question asked.\n",
    "\n",
    "Each score has a value between 0 and 1. \n",
    "\n",
    "You can look at the complete list of UpTrain's supported metrics [here](https://docs.uptrain.ai/predefined-evaluations/overview)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "from uptrain import ConversationSatisfaction, Evals\n",
    "\n",
    "results = assistant_eval_client.evaluate(\n",
    "    data = message,\n",
    "    checks = [\n",
    "                ConversationSatisfaction(llm_persona = user_bot_purpose), \n",
    "                Evals.FACTUAL_ACCURACY, \n",
    "                Evals.RESPONSE_RELEVANCE, \n",
    "                Evals.CONTEXT_RELEVANCE, \n",
    "                Evals.RESPONSE_CONCISENESS\n",
    "            ]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Let's look at the results generated**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Case: Patient inquiring about the causes of hypertension."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the complete information including individual conversation pairs and the conversation satisfaction score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'evaluator_persona': 'Patient inquiring about the causes of hypertension.',\n",
       " 'conversation': [[{'role': 'user',\n",
       "    'content': \"Hello, I've been recently diagnosed with hypertension, and I'm trying to understand more about its causes. Could you provide me with some information on what typically leads to hypertension?\",\n",
       "    'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. 13. Metoprolol: Metoprolol is a beta-blocker used to treat high blood pressure, angina (chest pain), and heart failure. It works by blocking the action of certain natural chemicals in the body, such as adrenaline, that affect the heart and blood vessels. Metoprolol should be taken as prescribed, and it should not be stopped suddenly without consulting a healthcare provider. 46. Kidney disease: Kidney disease is a condition characterized by damage to the kidneys andtheir ability to filter waste and fluids. Symptoms include fatigue, swelling, and changes inurination. Causes include diabetes, high blood pressure, and genetic factors. Preventionincludes controlling blood sugar and blood pressure, avoiding tobacco and alcohol, and gettingregular kidney screenings. Treatment includes medications, dialysis, and kidney transplantation. 51. Migraines: Migraines are a type of headache characterized by throbbing pain, sensitivity tolight and sound, and nausea. Causes include genetics, environmental factors, and hormonalchanges. Prevention includes stress management, avoiding triggers, and taking preventivemedications. Treatment includes over-the-counter and prescription pain relievers, and othermedications for nausea and sensitivity to light and sound. 5. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications. 31. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications.',\n",
       "    'files': ['context_docs/medicine_list.docx',\n",
       "     'context_docs/disease_list.pdf']},\n",
       "   {'role': 'bot',\n",
       "    'content': \"Hypertension, also known as high blood pressure, is a condition in which the force of the blood against the artery walls is too high. Over time, this increased pressure can cause health problems, such as heart disease and stroke. The causes of hypertension can be divided into two main categories: primary (essential) hypertension and secondary hypertension.\\n\\n### Primary Hypertension\\n\\nPrimary hypertension gradually develops over many years and accounts for the majority of cases. While the exact cause isn't always clear, several factors are believed to contribute:\\n\\n- **Genetic Predisposition**: Some people are genetically predisposed to hypertension, meaning it runs in families.\\n- **Age**: The risk of hypertension increases as you age, due in part to changes in blood vessel stiffness.\\n- **High Sodium Intake**: Consuming too much salt can cause the body to retain fluid, which increases blood pressure.\\n- **Low Potassium Intake**: Potassium helps balance the sodium levels in your cells. Not consuming enough potassium can lead to an accumulation of sodium in the blood.\\n- **Obesity or Being Overweight**: Excess body weight can cause the heart to work harder, increasing the pressure on the artery walls.\\n- **Lack of Physical Activity**: Inactivity can lead to higher heart rates and increased blood pressure.\\n- **Alcohol and Tobacco Use**: Consuming too much alcohol or tobacco can raise blood pressure.\\n- **Stress**: Long-term stress may contribute to hypertension, possibly through unhealthy behaviors stress can encourage, like poor diet or alcohol use.\\n\\n### Secondary Hypertension\\n\\nSecondary hypertension is caused by an underlying condition. It tends to appear suddenly and cause higher blood pressure than primary hypertension. Causes can include:\\n\\n- **Kidney Disease**: The most common cause of secondary hypertension, as kidneys help control blood pressure.\\n- **Adrenal Gland Tumors**: Tumors in the adrenal glands can produce hormones that elevate blood pressure.\\n- **Thyroid Problems**: Both hypothyroidism and hyperthyroidism can cause blood pressure abnormalities.\\n- **Certain Medications**: Birth control pills, decongestants, and some prescription drugs can increase blood pressure.\\n- **Sleep Apnea**: Interrupted breathing during sleep can significantly increase blood pressure.\\n\\nUnderstanding the causes of your hypertension is an important step towards managing it. Alongside medication, lifestyle changes such as exercising, eating a balanced diet, reducing sodium intake, limiting alcohol consumption, and quitting smoking can significantly help in managing high blood pressure. It's also beneficial to monitor your blood pressure regularly and have regular check-ups with your healthcare provider. Feel free to ask more questions if you need further information or assistance!\"},\n",
       "   {'score_factual_accuracy': 0.2,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Hypertension is also known as high blood pressure.\",\\n            \"Reasoning\": \"The context explicitly mentions that Lisinopril is used to treat high blood pressure, which supports the fact that hypertension is also known as high blood pressure.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"2. The causes of hypertension can be divided into two main categories: primary (essential) hypertension and secondary hypertension.\",\\n            \"Reasoning\": \"The context does not mention the causes of hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. Primary hypertension gradually develops over many years and accounts for the majority of cases.\",\\n            \"Reasoning\": \"The context does not provide information about the development of primary hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Secondary hypertension is caused by an underlying condition and tends to appear suddenly.\",\\n            \"Reasoning\": \"The context does not provide information about the development of secondary hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. Understanding the causes of hypertension is an important step towards managing it.\",\\n            \"Reasoning\": \"The context does not mention the importance of understanding the causes of hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 0.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 0.0{\\n    \"Reasoning\": \"The response provides a detailed explanation of the causes of hypertension, including primary and secondary hypertension, along with specific factors contributing to each type. It also includes information about managing hypertension through lifestyle changes and regular monitoring. While this information is relevant to the query, it may be considered as a lot of additional irrelevant information as it goes into extensive detail about the causes and management of hypertension.\",\\n    \"Choice\": \"C\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides a detailed explanation of the causes of hypertension, including primary and secondary causes. It also includes information on how to manage hypertension, which directly addresses the question about the causes of hypertension.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.0,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context doesn\\'t contain any information to answer the given query. The context provides information about medications, kidney disease, migraines, and headaches, but it does not specifically address the causes of hypertension. Therefore, the context is not relevant to the query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "    'score_response_conciseness': 0.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides a detailed explanation of the causes of hypertension, including primary and secondary causes, as well as specific factors contributing to each category. It also includes information on managing hypertension through lifestyle changes and regular monitoring. While this information is relevant to the query, it may be considered as a lot of additional irrelevant information for someone seeking a basic understanding of the causes of hypertension.\",\\n    \"Choice\": \"C\"\\n}'}],\n",
       "  [{'role': 'user',\n",
       "    'content': 'Thank you for the detailed explanation. It really helps to understand the potential causes of hypertension. Given these factors, could you also advise on specific dietary changes or foods that I should focus on to help manage my hypertension?',\n",
       "    'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. avoiding NSAIDs, quitting smoking, and reducing stress. Treatment includes antibiotics toeradicate H. pylori, medications to reduce stomach acid production, and lifestyle modifications. diet, regular exercise, and avoiding constipation. Treatment includes over-the-counter remediesand prescription medications.',\n",
       "    'files': ['context_docs/medicine_list.docx',\n",
       "     'context_docs/disease_list.pdf'],\n",
       "    'rewritten_query': 'Based on the potential causes of hypertension, can you recommend specific dietary changes or foods to help manage my hypertension?'},\n",
       "   {'role': 'bot',\n",
       "    'content': \"Absolutely, making dietary changes is one of the key steps in managing hypertension. A heart-healthy diet can help lower blood pressure and reduce the risk of heart disease. Here are some specific foods and dietary changes that can be beneficial:\\n\\n### 1. Follow the DASH Diet\\nThe Dietary Approaches to Stop Hypertension (DASH) diet is specifically designed to help manage blood pressure. It emphasizes:\\n\\n- **Fruits and Vegetables**: Rich in vitamins, minerals, and fiber, and low in calories. Aim for 4-5 servings of each per day.\\n- **Whole Grains**: Opt for whole grains (like whole wheat bread, brown rice, and quinoa) over refined grains. Aim for 6-8 servings a day.\\n- **Lean Protein**: Include lean meats (poultry and fish), nuts, and legumes. Fatty fish like salmon are especially good due to their omega-3 fatty acids.\\n- **Low-fat Dairy**: Choose low-fat or non-fat dairy products to help reduce saturated fat intake.\\n\\n### 2. Reduce Sodium Intake\\nExcessive sodium can increase blood pressure by holding extra fluid in the body, placing an added burden on your heart. Aim for less than 2,300 mg a day or even lower, ideally 1,500 mg a day, especially if you're particularly sensitive to sodium's effects.\\n\\n### 3. Limit Alcohol and Caffeine\\nModeration is key. Consuming alcohol in small amounts can potentially lower your blood pressure, but the protective effect is lost if you drink too much. Meanwhile, caffeine can cause a short, but dramatic increase in your blood pressure.\\n\\n### 4. Foods Rich in Potassium, Magnesium, and Calcium\\nThese minerals help regulate blood pressure. Foods high in potassium include bananas, oranges, potatoes, spinach, and tomatoes. For magnesium, look towards nuts, seeds, and whole grains. Dairy products are a good source of calcium.\\n\\n### 5. Reduce Saturated Fats and Trans Fats\\nChoose healthier, unsaturated fats found in foods like avocados, nuts, and olive oil over saturated and trans fats. \\n\\n### 6. Increase Fiber Intake\\nEating more fiber can improve heart health and may help reduce blood pressure. Include more whole grains, fruits, vegetables, and legumes in your diet.\\n\\n### 7. Be Mindful of Portion Sizes\\nEating too much, even of healthy foods, can contribute to weight gain. Practicing portion control can aid in maintaining a healthy weight, which is beneficial for blood pressure management.\\n\\n### 8. Snack Smart\\nOpt for healthy snacks such as fruits, veggies with hummus, or a small handful of nuts.\\n\\n### 9. Stay Hydrated \\nWhile not directly related to lowering blood pressure, staying well-hydrated is essential for overall health.\\n\\n### 10. Limit Added Sugars\\nFoods high in added sugars, especially sugary beverages, can contribute to weight gain and increase your risk of heart disease. Limit these whenever possible.\\n\\nRemember, making these changes doesn't have to be overwhelming. Start slowly and make adjustments progressively. It's also a good idea to work with a healthcare provider or a dietitian who can tailor dietary advice to your individual needs.\"},\n",
       "   {'score_factual_accuracy': 0.4,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. The DASH Diet is specifically designed to help manage blood pressure.\",\\n            \"Reasoning\": \"The context does not mention the DASH Diet or its specific purpose, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"2. Excessive sodium can increase blood pressure by holding extra fluid in the body.\",\\n            \"Reasoning\": \"The context mentions the effect of excessive sodium on blood pressure, which supports the fact that excessive sodium can increase blood pressure.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"3. Consuming alcohol in small amounts can potentially lower your blood pressure.\",\\n            \"Reasoning\": \"The context does not mention the effect of consuming alcohol on blood pressure, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Foods high in potassium include bananas, oranges, potatoes, spinach, and tomatoes.\",\\n            \"Reasoning\": \"The context mentions that Lisinopril should not be used with potassium supplements or salt substitutes containing potassium, which indirectly supports the fact that foods high in potassium exist.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"5. Eating more fiber can improve heart health and may help reduce blood pressure.\",\\n            \"Reasoning\": \"The context does not mention the effect of eating more fiber on heart health or blood pressure, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 1.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 1.0{\\n    \"Reasoning\": \"The response provides a comprehensive list of specific dietary changes and foods to help manage hypertension, which directly addresses the question. It does not contain any irrelevant information.\",\\n    \"Choice\": \"A\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides a comprehensive list of specific dietary changes and foods to help manage hypertension. The response covers various aspects such as the DASH diet, reducing sodium intake, limiting alcohol and caffeine, foods rich in potassium, magnesium, and calcium, reducing saturated fats and trans fats, increasing fiber intake, being mindful of portion sizes, snacking smart, staying hydrated, and limiting added sugars. Additionally, it emphasizes the importance of making these changes gradually and seeking professional advice.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.0,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context does not contain any specific information about dietary changes or foods to help manage hypertension. It mainly focuses on the medication and treatment options for hypertension, but does not provide any details about dietary recommendations. Therefore, the extracted context doesn\\'t contain any information to answer the given query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "    'score_response_conciseness': 1.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides a comprehensive list of specific dietary changes and foods to help manage hypertension, which directly addresses the question. It also includes additional information on the importance of making these changes gradually and seeking professional advice, which is relevant to the topic.\",\\n    \"Choice\": \"A\"\\n}'}],\n",
       "  [{'role': 'user',\n",
       "    'content': \"This is incredibly helpful, thank you! I'm particularly interested in the DASH diet you mentioned. Could you provide more guidance on how to start with the DASH diet, like a simple meal plan for a day or any tips on transitioning into it smoothly?\",\n",
       "    'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. 46. Kidney disease: Kidney disease is a condition characterized by damage to the kidneys andtheir ability to filter waste and fluids. Symptoms include fatigue, swelling, and changes inurination. Causes include diabetes, high blood pressure, and genetic factors. Preventionincludes controlling blood sugar and blood pressure, avoiding tobacco and alcohol, and gettingregular kidney screenings. Treatment includes medications, dialysis, and kidney transplantation. diet, regular exercise, and avoiding constipation. Treatment includes over-the-counter remediesand prescription medications. 13. Metoprolol: Metoprolol is a beta-blocker used to treat high blood pressure, angina (chest pain), and heart failure. It works by blocking the action of certain natural chemicals in the body, such as adrenaline, that affect the heart and blood vessels. Metoprolol should be taken as prescribed, and it should not be stopped suddenly without consulting a healthcare provider. avoiding NSAIDs, quitting smoking, and reducing stress. Treatment includes antibiotics toeradicate H. pylori, medications to reduce stomach acid production, and lifestyle modifications.',\n",
       "    'files': ['context_docs/medicine_list.docx',\n",
       "     'context_docs/disease_list.pdf'],\n",
       "    'rewritten_query': 'Given these factors, could you also advise on specific dietary changes or foods that I should focus on to help manage my hypertension?'},\n",
       "   {'role': 'bot',\n",
       "    'content': \"I'm glad you found the information helpful! Transitioning to the DASH diet can significantly impact your heart health and blood pressure levels. Here’s a simple one-day meal plan to get you started on the DASH diet, along with some tips to make the transition smoother.\\n\\n### Simple One-Day DASH Diet Meal Plan\\n\\n#### Breakfast\\n- **Oatmeal**: 1 cup of cooked oatmeal sprinkled with a tablespoon of almonds and a half cup of blueberries.\\n- **Dairy**: 1 cup of low-fat milk or a dairy-free alternative.\\n- **Beverage**: 1 cup of orange juice or an orange for an extra serving of fruit.\\n\\n#### Morning Snack\\n- **Snack**: A medium apple or any other fruit of your choice.\\n\\n#### Lunch\\n- **Sandwich**: Whole grain bread with turkey breast, lettuce, tomatoes, and mustard. Add slices of avocado or a thin spread of hummus for healthy fats.\\n- **Side Salad**: A salad with mixed greens, vegetables, a handful of nuts, and a vinaigrette based on olive oil.\\n- **Snack**: Baby carrots or cucumber slices.\\n\\n#### Afternoon Snack\\n- **Yogurt**: 1 cup of low-fat yogurt or Greek yogurt. You can add a small handful of nuts or fruit for additional flavor.\\n\\n#### Dinner\\n- **Protein**: Grilled salmon or chicken breast (about 4 ounces).\\n- **Whole Grains**: 1/2 cup of brown rice or whole-wheat pasta.\\n- **Vegetables**: Steamed broccoli and carrots seasoned with herbs and lemon juice.\\n- **Salad**: A side salad with mixed greens, vegetables, and a handful of walnuts, dressed with olive oil and vinegar.\\n\\n#### Evening Snack\\n- **Snack**: A small handful of mixed nuts or a piece of fruit.\\n\\n### Tips for Transitioning to the DASH Diet\\n- **Start Slowly**: You don’t need to overhaul your diet overnight. Begin by incorporating more fruits, vegetables, and whole grains into your meals. Gradually, adjust portions and make substitutions where you see fit.\\n- **Plan Your Meals**: Planning ahead can help you make healthier food choices and avoid reaching for convenient, less healthy options.\\n- **Shop Smart**: Fill your shopping cart with DASH-friendly foods. Focus on fresh produce, whole grains, nuts, and lean proteins. Read labels to avoid foods high in sodium and added sugars.\\n- **Cook at Home**: Preparing your meals allows you to control what goes into your food. Experiment with herbs and spices to add flavor without the salt.\\n- **Watch Portion Sizes**: Use smaller plates and bowls to help control portions. Pay attention to hunger cues and avoid eating out of boredom or habit.\\n- **Be Patient with Yourself**: Adjusting to a new way of eating takes time. It’s okay if you don’t stick to it perfectly every day. Aim for gradual improvements over time.\\n\\nRemember, the DASH diet is not just about lowering blood pressure, it’s a lifestyle change aimed at improving overall heart health. It can be helpful to consult with a dietitian who can provide personalized advice and support as you make these dietary changes.\"},\n",
       "   {'score_factual_accuracy': 0.0,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Transitioning to the DASH diet can significantly impact heart health and blood pressure levels.\",\\n            \"Reasoning\": \"The context does not mention anything about the impact of the DASH diet on heart health and blood pressure levels. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"2. The DASH diet focuses on incorporating more fruits, vegetables, and whole grains into meals.\",\\n            \"Reasoning\": \"The context does not mention anything about the specific focus of the DASH diet. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. The DASH diet emphasizes fresh produce, whole grains, nuts, and lean proteins.\",\\n            \"Reasoning\": \"The context does not mention anything about the specific emphasis of the DASH diet. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. The DASH diet aims to lower blood pressure and improve overall heart health.\",\\n            \"Reasoning\": \"The context does not mention anything about the aims of the DASH diet. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. It is recommended to consult with a dietitian for personalized advice and support when making dietary changes.\",\\n            \"Reasoning\": \"The context does not mention anything about the recommendation to consult with a dietitian. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 0.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 0.0{\\n    \"Reasoning\": \"The response provides a detailed one-day meal plan for the DASH diet, along with tips for transitioning to the diet. While this information is relevant to the query, it includes a lot of additional details that may not be directly related to specific dietary changes or foods to manage hypertension.\",\\n    \"Choice\": \"C\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides a detailed one-day meal plan for the DASH diet, along with tips for transitioning to the diet. It also emphasizes the importance of consulting with a dietitian for personalized advice and support. This information directly addresses the question about specific dietary changes or foods to focus on to help manage hypertension.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.0,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context does not contain any information about specific dietary changes or foods to manage hypertension. It provides information about medications, kidney disease, and treatment options, but it does not address the specific dietary changes or foods to focus on. Hence, selected choice is C. The extracted context doesn\\'t contain any information to answer the given query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "    'score_response_conciseness': 0.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides a detailed one-day meal plan for the DASH diet, along with tips for transitioning to the diet. While this information is relevant to the query, it includes a lot of additional irrelevant information such as the detailed meal plan and tips for transitioning to the diet.\",\\n    \"Choice\": \"C\"\\n}'}],\n",
       "  [{'role': 'user',\n",
       "    'content': \"This meal plan and the tips for transitioning into the DASH diet are exactly what I was looking for, thank you! I have one more question: are there any specific herbs or spices that you would recommend incorporating into the diet to help lower blood pressure? I'm particularly interested in natural ways to enhance flavor without relying too much on salt.\",\n",
       "    'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. 46. Kidney disease: Kidney disease is a condition characterized by damage to the kidneys andtheir ability to filter waste and fluids. Symptoms include fatigue, swelling, and changes inurination. Causes include diabetes, high blood pressure, and genetic factors. Preventionincludes controlling blood sugar and blood pressure, avoiding tobacco and alcohol, and gettingregular kidney screenings. Treatment includes medications, dialysis, and kidney transplantation. diet, regular exercise, and avoiding constipation. Treatment includes over-the-counter remediesand prescription medications. 13. Metoprolol: Metoprolol is a beta-blocker used to treat high blood pressure, angina (chest pain), and heart failure. It works by blocking the action of certain natural chemicals in the body, such as adrenaline, that affect the heart and blood vessels. Metoprolol should be taken as prescribed, and it should not be stopped suddenly without consulting a healthcare provider. avoiding NSAIDs, quitting smoking, and reducing stress. Treatment includes antibiotics toeradicate H. pylori, medications to reduce stomach acid production, and lifestyle modifications.',\n",
       "    'files': ['context_docs/medicine_list.docx',\n",
       "     'context_docs/disease_list.pdf'],\n",
       "    'rewritten_query': 'Given these factors, could you also advise on specific dietary changes or foods that I should focus on to help manage my hypertension?'},\n",
       "   {'role': 'bot',\n",
       "    'content': \"You're very welcome! I'm pleased to hear that the information has been helpful to you. Incorporating specific herbs and spices into your diet can indeed be a natural and flavorful way to help manage blood pressure, all while reducing your reliance on salt. Here are some recommended herbs and spices you might consider, along with their potential benefits:\\n\\n### 1. **Garlic**\\n- Garlic has been shown to potentially help lower blood pressure by increasing the body's production of nitric oxide, which helps relax blood vessels.\\n\\n### 2. **Cinnamon**\\n- Cinnamon may contribute to modest reductions in blood pressure, according to some studies. It's versatile and can be added to sweet and savory dishes alike.\\n\\n### 3. **Ginger**\\n- Ginger can improve circulation and relax the muscles surrounding blood vessels, which may help lower blood pressure. It's great in stir-fries, soups, and even teas.\\n\\n### 4. **Cardamom**\\n- Found in some studies to help reduce systolic, diastolic, and mean blood pressure levels. It has a unique flavor that works well in both sweet and savory dishes.\\n\\n### 5. **Basil**\\n- Basil contains eugenol, which has been shown to act as a natural calcium channel blocker—a type of medication that is often prescribed to lower blood pressure. It's a staple in Mediterranean cooking.\\n\\n### 6. **Flaxseed**\\n- Though not an herb or spice, ground flaxseed is rich in omega-3 fatty acids and has been linked to blood pressure reduction. It can easily be added to smoothies, oatmeal, and yogurt.\\n\\n### 7. **Parsley**\\n- Parsley has a mild diuretic effect, which may help lower blood pressure. It's a versatile herb that pairs well with a wide array of dishes.\\n\\n### 8. **Turmeric**\\n- The active ingredient in turmeric, curcumin, has anti-inflammatory properties that may benefit blood pressure. It gives curries their distinctive yellow color but can also be used in tea form.\\n\\n### 9. **Hibiscus**\\n- Drinking hibiscus tea has been associated with slight reductions in blood pressure. Its tart flavor is enjoyable hot or iced.\\n\\n### Tips for Incorporating These into Your Diet:\\n- **Experiment**: Don't be afraid to try new spices and herbs. Experimenting can help you discover new flavors you enjoy.\\n- **Combine Flavors**: Many herbs and spices combine well to create more complex flavors. For example, garlic pairs well with almost everything, and cinnamon can add warmth to sweet and savory dishes.\\n- **Use Them in Place of Salt**: When cooking, reach for these flavor enhancers instead of salt. Over time, your taste buds will adjust, and you'll find you won't miss the extra salt.\\n\\nIt's important to note that while these herbs and spices can contribute to a heart-healthy diet, they should complement other lifestyle changes and any treatment plan your healthcare provider recommends. If you're considering significant dietary changes or adding new supplements to your routine, it's best to consult with a healthcare provider to ensure they're appropriate for your specific health situation.\"},\n",
       "   {'score_factual_accuracy': 0.0,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Garlic can help lower blood pressure by increasing the body\\'s production of nitric oxide.\",\\n            \"Reasoning\": \"The context does not mention anything about the effect of garlic on blood pressure or its production of nitric oxide. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"2. Cinnamon may contribute to modest reductions in blood pressure.\",\\n            \"Reasoning\": \"The context does not mention anything about the effect of cinnamon on blood pressure. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. Ginger can improve circulation and relax the muscles surrounding blood vessels, which may help lower blood pressure.\",\\n            \"Reasoning\": \"The context does not mention anything about the effect of ginger on blood pressure. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Cardamom has been found to help reduce systolic, diastolic, and mean blood pressure levels.\",\\n            \"Reasoning\": \"The context does not mention anything about the effect of cardamom on blood pressure. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. Basil contains eugenol, which has been shown to act as a natural calcium channel blocker.\",\\n            \"Reasoning\": \"The context does not mention anything about the effect of basil or eugenol on blood pressure. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 0.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 0.0{\\n    \"Reasoning\": \"The response provides a detailed list of specific herbs and spices along with their potential benefits, tips for incorporating them into the diet, and a note about consulting a healthcare provider. While this information is relevant to the query, it includes a lot of additional details about each herb and spice, which may not be necessary for a concise response to the query.\",\\n    \"Choice\": \"C\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides specific dietary changes and foods to focus on to help manage hypertension. The response includes a detailed list of herbs and spices, along with their potential benefits, and tips for incorporating them into the diet. It also emphasizes the importance of consulting with a healthcare provider before making significant dietary changes or adding new supplements, which directly addresses the question about specific dietary changes or foods to focus on.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.0,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context does not contain any information about specific dietary changes or foods to manage hypertension. It provides information about medications and treatments for high blood pressure and kidney disease, but it does not address the specific dietary changes or foods that should be focused on. Therefore, the extracted context doesn\\'t contain any information to answer the given query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "    'score_response_conciseness': 0.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides a detailed list of specific herbs and spices along with their potential benefits, as well as tips for incorporating them into the diet. While this information is relevant to the query, it includes a lot of additional details that may not be directly related to the specific dietary changes or foods to help manage hypertension.\",\\n    \"Choice\": \"C\"\\n}'}]],\n",
       " 'assistant_id': 'asst_JhhQcYU1BZImmcr477ercwb3',\n",
       " 'thread_id': 'thread_w7rMJ0gj76rsstRK4qHiD2ke',\n",
       " 'file_id': ['file-qLmGJHdoSioqDGUMkYxyfreQ', 'file-iuoaLSm7kQKYK2DhhqAvzSAl'],\n",
       " 'score_conversation_satisfaction': 1.0,\n",
       " 'explanation_conversation_satisfaction': '{\\n    \"Reasoning\": \"The user seems to be highly engaged and appreciative of the information provided by the AI assistant. The user expresses gratitude and asks for more specific details, indicating a high level of interest and satisfaction with the conversation.\",\\n    \"Choice\": \"C\"\\n}'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Further, we can also look at individual conversation pairs and get different scores for those pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'role': 'user',\n",
       "  'content': \"Hello, I've been recently diagnosed with hypertension, and I'm trying to understand more about its causes. Could you provide me with some information on what typically leads to hypertension?\",\n",
       "  'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. 13. Metoprolol: Metoprolol is a beta-blocker used to treat high blood pressure, angina (chest pain), and heart failure. It works by blocking the action of certain natural chemicals in the body, such as adrenaline, that affect the heart and blood vessels. Metoprolol should be taken as prescribed, and it should not be stopped suddenly without consulting a healthcare provider. 46. Kidney disease: Kidney disease is a condition characterized by damage to the kidneys andtheir ability to filter waste and fluids. Symptoms include fatigue, swelling, and changes inurination. Causes include diabetes, high blood pressure, and genetic factors. Preventionincludes controlling blood sugar and blood pressure, avoiding tobacco and alcohol, and gettingregular kidney screenings. Treatment includes medications, dialysis, and kidney transplantation. 51. Migraines: Migraines are a type of headache characterized by throbbing pain, sensitivity tolight and sound, and nausea. Causes include genetics, environmental factors, and hormonalchanges. Prevention includes stress management, avoiding triggers, and taking preventivemedications. Treatment includes over-the-counter and prescription pain relievers, and othermedications for nausea and sensitivity to light and sound. 5. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications. 31. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications.',\n",
       "  'files': ['context_docs/medicine_list.docx',\n",
       "   'context_docs/disease_list.pdf']},\n",
       " {'role': 'bot',\n",
       "  'content': \"Hypertension, also known as high blood pressure, is a condition in which the force of the blood against the artery walls is too high. Over time, this increased pressure can cause health problems, such as heart disease and stroke. The causes of hypertension can be divided into two main categories: primary (essential) hypertension and secondary hypertension.\\n\\n### Primary Hypertension\\n\\nPrimary hypertension gradually develops over many years and accounts for the majority of cases. While the exact cause isn't always clear, several factors are believed to contribute:\\n\\n- **Genetic Predisposition**: Some people are genetically predisposed to hypertension, meaning it runs in families.\\n- **Age**: The risk of hypertension increases as you age, due in part to changes in blood vessel stiffness.\\n- **High Sodium Intake**: Consuming too much salt can cause the body to retain fluid, which increases blood pressure.\\n- **Low Potassium Intake**: Potassium helps balance the sodium levels in your cells. Not consuming enough potassium can lead to an accumulation of sodium in the blood.\\n- **Obesity or Being Overweight**: Excess body weight can cause the heart to work harder, increasing the pressure on the artery walls.\\n- **Lack of Physical Activity**: Inactivity can lead to higher heart rates and increased blood pressure.\\n- **Alcohol and Tobacco Use**: Consuming too much alcohol or tobacco can raise blood pressure.\\n- **Stress**: Long-term stress may contribute to hypertension, possibly through unhealthy behaviors stress can encourage, like poor diet or alcohol use.\\n\\n### Secondary Hypertension\\n\\nSecondary hypertension is caused by an underlying condition. It tends to appear suddenly and cause higher blood pressure than primary hypertension. Causes can include:\\n\\n- **Kidney Disease**: The most common cause of secondary hypertension, as kidneys help control blood pressure.\\n- **Adrenal Gland Tumors**: Tumors in the adrenal glands can produce hormones that elevate blood pressure.\\n- **Thyroid Problems**: Both hypothyroidism and hyperthyroidism can cause blood pressure abnormalities.\\n- **Certain Medications**: Birth control pills, decongestants, and some prescription drugs can increase blood pressure.\\n- **Sleep Apnea**: Interrupted breathing during sleep can significantly increase blood pressure.\\n\\nUnderstanding the causes of your hypertension is an important step towards managing it. Alongside medication, lifestyle changes such as exercising, eating a balanced diet, reducing sodium intake, limiting alcohol consumption, and quitting smoking can significantly help in managing high blood pressure. It's also beneficial to monitor your blood pressure regularly and have regular check-ups with your healthcare provider. Feel free to ask more questions if you need further information or assistance!\"},\n",
       " {'score_factual_accuracy': 0.2,\n",
       "  'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Hypertension is also known as high blood pressure.\",\\n            \"Reasoning\": \"The context explicitly mentions that Lisinopril is used to treat high blood pressure, which supports the fact that hypertension is also known as high blood pressure.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"2. The causes of hypertension can be divided into two main categories: primary (essential) hypertension and secondary hypertension.\",\\n            \"Reasoning\": \"The context does not mention the causes of hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. Primary hypertension gradually develops over many years and accounts for the majority of cases.\",\\n            \"Reasoning\": \"The context does not provide information about the development of primary hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Secondary hypertension is caused by an underlying condition and tends to appear suddenly.\",\\n            \"Reasoning\": \"The context does not provide information about the development of secondary hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. Understanding the causes of hypertension is an important step towards managing it.\",\\n            \"Reasoning\": \"The context does not mention the importance of understanding the causes of hypertension, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "  'score_response_relevance': 0.0,\n",
       "  'explanation_response_relevance': 'Response Precision: 0.0{\\n    \"Reasoning\": \"The response provides a detailed explanation of the causes of hypertension, including primary and secondary hypertension, along with specific factors contributing to each type. It also includes information about managing hypertension through lifestyle changes and regular monitoring. While this information is relevant to the query, it may be considered as a lot of additional irrelevant information as it goes into extensive detail about the causes and management of hypertension.\",\\n    \"Choice\": \"C\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides a detailed explanation of the causes of hypertension, including primary and secondary causes. It also includes information on how to manage hypertension, which directly addresses the question about the causes of hypertension.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "  'score_context_relevance': 0.0,\n",
       "  'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context doesn\\'t contain any information to answer the given query. The context provides information about medications, kidney disease, migraines, and headaches, but it does not specifically address the causes of hypertension. Therefore, the context is not relevant to the query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "  'score_response_conciseness': 0.0,\n",
       "  'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides a detailed explanation of the causes of hypertension, including primary and secondary causes, as well as specific factors contributing to each category. It also includes information on managing hypertension through lifestyle changes and regular monitoring. While this information is relevant to the query, it may be considered as a lot of additional irrelevant information for someone seeking a basic understanding of the causes of hypertension.\",\\n    \"Choice\": \"C\"\\n}'}]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results[0]['conversation'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'role': 'user',\n",
       "  'content': 'Thank you for the detailed explanation. It really helps to understand the potential causes of hypertension. Given these factors, could you also advise on specific dietary changes or foods that I should focus on to help manage my hypertension?',\n",
       "  'retrieved_context': '6. Lisinopril: Lisinopril is an angiotensin-converting enzyme (ACE) inhibitor used to treat high blood pressure, heart failure, and to improve survival after a heart attack. It works by relaxing blood vessels, which helps to lower blood pressure. Lisinopril should be taken as prescribed, usually once a day, and it should not be used with potassium supplements or salt substitutes containing potassium without consulting a healthcare provider. avoiding NSAIDs, quitting smoking, and reducing stress. Treatment includes antibiotics toeradicate H. pylori, medications to reduce stomach acid production, and lifestyle modifications. diet, regular exercise, and avoiding constipation. Treatment includes over-the-counter remediesand prescription medications.',\n",
       "  'files': ['context_docs/medicine_list.docx',\n",
       "   'context_docs/disease_list.pdf'],\n",
       "  'rewritten_query': 'Based on the potential causes of hypertension, can you recommend specific dietary changes or foods to help manage my hypertension?'},\n",
       " {'role': 'bot',\n",
       "  'content': \"Absolutely, making dietary changes is one of the key steps in managing hypertension. A heart-healthy diet can help lower blood pressure and reduce the risk of heart disease. Here are some specific foods and dietary changes that can be beneficial:\\n\\n### 1. Follow the DASH Diet\\nThe Dietary Approaches to Stop Hypertension (DASH) diet is specifically designed to help manage blood pressure. It emphasizes:\\n\\n- **Fruits and Vegetables**: Rich in vitamins, minerals, and fiber, and low in calories. Aim for 4-5 servings of each per day.\\n- **Whole Grains**: Opt for whole grains (like whole wheat bread, brown rice, and quinoa) over refined grains. Aim for 6-8 servings a day.\\n- **Lean Protein**: Include lean meats (poultry and fish), nuts, and legumes. Fatty fish like salmon are especially good due to their omega-3 fatty acids.\\n- **Low-fat Dairy**: Choose low-fat or non-fat dairy products to help reduce saturated fat intake.\\n\\n### 2. Reduce Sodium Intake\\nExcessive sodium can increase blood pressure by holding extra fluid in the body, placing an added burden on your heart. Aim for less than 2,300 mg a day or even lower, ideally 1,500 mg a day, especially if you're particularly sensitive to sodium's effects.\\n\\n### 3. Limit Alcohol and Caffeine\\nModeration is key. Consuming alcohol in small amounts can potentially lower your blood pressure, but the protective effect is lost if you drink too much. Meanwhile, caffeine can cause a short, but dramatic increase in your blood pressure.\\n\\n### 4. Foods Rich in Potassium, Magnesium, and Calcium\\nThese minerals help regulate blood pressure. Foods high in potassium include bananas, oranges, potatoes, spinach, and tomatoes. For magnesium, look towards nuts, seeds, and whole grains. Dairy products are a good source of calcium.\\n\\n### 5. Reduce Saturated Fats and Trans Fats\\nChoose healthier, unsaturated fats found in foods like avocados, nuts, and olive oil over saturated and trans fats. \\n\\n### 6. Increase Fiber Intake\\nEating more fiber can improve heart health and may help reduce blood pressure. Include more whole grains, fruits, vegetables, and legumes in your diet.\\n\\n### 7. Be Mindful of Portion Sizes\\nEating too much, even of healthy foods, can contribute to weight gain. Practicing portion control can aid in maintaining a healthy weight, which is beneficial for blood pressure management.\\n\\n### 8. Snack Smart\\nOpt for healthy snacks such as fruits, veggies with hummus, or a small handful of nuts.\\n\\n### 9. Stay Hydrated \\nWhile not directly related to lowering blood pressure, staying well-hydrated is essential for overall health.\\n\\n### 10. Limit Added Sugars\\nFoods high in added sugars, especially sugary beverages, can contribute to weight gain and increase your risk of heart disease. Limit these whenever possible.\\n\\nRemember, making these changes doesn't have to be overwhelming. Start slowly and make adjustments progressively. It's also a good idea to work with a healthcare provider or a dietitian who can tailor dietary advice to your individual needs.\"},\n",
       " {'score_factual_accuracy': 0.4,\n",
       "  'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. The DASH Diet is specifically designed to help manage blood pressure.\",\\n            \"Reasoning\": \"The context does not mention the DASH Diet or its specific purpose, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"2. Excessive sodium can increase blood pressure by holding extra fluid in the body.\",\\n            \"Reasoning\": \"The context mentions the effect of excessive sodium on blood pressure, which supports the fact that excessive sodium can increase blood pressure.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"3. Consuming alcohol in small amounts can potentially lower your blood pressure.\",\\n            \"Reasoning\": \"The context does not mention the effect of consuming alcohol on blood pressure, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Foods high in potassium include bananas, oranges, potatoes, spinach, and tomatoes.\",\\n            \"Reasoning\": \"The context mentions that Lisinopril should not be used with potassium supplements or salt substitutes containing potassium, which indirectly supports the fact that foods high in potassium exist.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"5. Eating more fiber can improve heart health and may help reduce blood pressure.\",\\n            \"Reasoning\": \"The context does not mention the effect of eating more fiber on heart health or blood pressure, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "  'score_response_relevance': 1.0,\n",
       "  'explanation_response_relevance': 'Response Precision: 1.0{\\n    \"Reasoning\": \"The response provides a comprehensive list of specific dietary changes and foods to help manage hypertension, which directly addresses the question. It does not contain any irrelevant information.\",\\n    \"Choice\": \"A\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides a comprehensive list of specific dietary changes and foods to help manage hypertension. The response covers various aspects such as the DASH diet, reducing sodium intake, limiting alcohol and caffeine, foods rich in potassium, magnesium, and calcium, reducing saturated fats and trans fats, increasing fiber intake, being mindful of portion sizes, snacking smart, staying hydrated, and limiting added sugars. Additionally, it emphasizes the importance of making these changes gradually and seeking professional advice.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "  'score_context_relevance': 0.0,\n",
       "  'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context does not contain any specific information about dietary changes or foods to help manage hypertension. It mainly focuses on the medication and treatment options for hypertension, but does not provide any details about dietary recommendations. Therefore, the extracted context doesn\\'t contain any information to answer the given query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "  'score_response_conciseness': 1.0,\n",
       "  'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides a comprehensive list of specific dietary changes and foods to help manage hypertension, which directly addresses the question. It also includes additional information on the importance of making these changes gradually and seeking professional advice, which is relevant to the topic.\",\\n    \"Choice\": \"A\"\\n}'}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results[0]['conversation'][1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Case: Patient asking about the safety of taking paracetamol during pregnancy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'evaluator_persona': 'Patient asking about the safety of taking paracetamol during pregnancy.',\n",
       " 'conversation': [[{'role': 'user',\n",
       "    'content': \"Hi, I'm currently pregnant and I've been experiencing some headaches. I was wondering if it's safe for me to take paracetamol?\",\n",
       "    'retrieved_context': \"1. Paracetamol (Acetaminophen): This medication is commonly used to relieve mild to moderate pain and reduce fever. It is available over-the-counter and is often used to alleviate symptoms of headaches, muscle aches, and fever. It is important to follow the recommended dosage and frequency to avoid overdose, and to avoid taking it with other medications containing acetaminophen. 2. Ibuprofen: Ibuprofen is a nonsteroidal anti-inflammatory drug (NSAID) commonly used to relieve pain, reduce inflammation, and lower fever. It is often used to treat conditions such as headaches, toothaches, muscle aches, arthritis, and menstrual cramps. Ibuprofen should be taken with food or milk to reduce the risk of stomach irritation, and alcohol should be avoided while taking this medication. 31. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications. 3. Aspirin: Aspirin is a salicylate drug that is used to relieve pain, reduce inflammation, and prevent blood clots. It is commonly used to treat conditions such as headaches, muscle aches, arthritis, and to reduce the risk of heart attacks and strokes. Aspirin should be taken with food or milk to reduce the risk of stomach irritation, and it should not be given to children with viral infections due to the risk of Reye's syndrome. 39. Headaches: Headaches are a common condition characterized by pain or discomfort in thehead or neck. Symptoms include throbbing, pressure, and sensitivity to light and sound. Causesinclude tension, migraines, and sinus infections. Prevention includes stress management,hydration, and avoiding triggers. Treatment includes over-the-counter pain relievers andprescription medications. 5. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications.\",\n",
       "    'files': ['context_docs/medicine_list.docx',\n",
       "     'context_docs/disease_list.pdf']},\n",
       "   {'role': 'bot',\n",
       "    'content': \"While I can provide general advice on the use of paracetamol during pregnancy, it's crucial to note that you should always consult with your healthcare provider before taking any medication, including paracetamol, during pregnancy. \\n\\nGenerally, paracetamol (also known as acetaminophen) is considered safe for short-term use during pregnancy at recommended doses to treat mild to moderate pain and fever. It's one of the most commonly used pain relievers among pregnant women. However, as with any medication during pregnancy, it's important to use the lowest effective dose for the shortest possible time. \\n\\nExcessive use or high doses of paracetamol during pregnancy, especially for long durations, may increase the risk of certain health issues in the unborn baby, so it's essential to follow the guidance of your healthcare provider.\\n\\nIf you're experiencing frequent or severe headaches, it's important to discuss this with your healthcare provider as well. They can help determine the underlying cause and recommend the safest treatment options during your pregnancy.\"},\n",
       "   {'score_factual_accuracy': 0.2,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Paracetamol is considered safe for short-term use during pregnancy at recommended doses to treat mild to moderate pain and fever.\",\\n            \"Reasoning\": \"The context mentions that Paracetamol is commonly used to relieve mild to moderate pain and reduce fever, and it is important to follow the recommended dosage and frequency to avoid overdose. This supports the fact that it is considered safe for short-term use during pregnancy at recommended doses.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"2. It is one of the most commonly used pain relievers among pregnant women.\",\\n            \"Reasoning\": \"The context does not mention anything about Paracetamol being one of the most commonly used pain relievers among pregnant women. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. Excessive use or high doses of paracetamol during pregnancy may increase the risk of certain health issues in the unborn baby.\",\\n            \"Reasoning\": \"The context does not mention anything about the risk of certain health issues in the unborn baby due to excessive use or high doses of Paracetamol during pregnancy. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. It\\'s important to use the lowest effective dose for the shortest possible time when taking paracetamol during pregnancy.\",\\n            \"Reasoning\": \"The context does not mention anything about the importance of using the lowest effective dose for the shortest possible time when taking Paracetamol during pregnancy. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. It\\'s crucial to consult with your healthcare provider before taking any medication, including paracetamol, during pregnancy.\",\\n            \"Reasoning\": \"The context does not mention anything about the importance of consulting with a healthcare provider before taking Paracetamol during pregnancy. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 1.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 1.0{\\n    \"Reasoning\": \"The response provides general advice on the use of paracetamol during pregnancy and emphasizes the importance of consulting with a healthcare provider. It also includes information about the safety of paracetamol, recommended doses, and potential risks of excessive use during pregnancy. Additionally, it advises consulting with a healthcare provider for frequent or severe headaches. The response does not contain any irrelevant information.\",\\n    \"Choice\": \"A\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides detailed information about the safety of taking paracetamol during pregnancy. It addresses the potential risks, recommended doses, and the importance of consulting with a healthcare provider. Additionally, it advises on seeking medical advice for frequent or severe headaches during pregnancy, which directly relates to the query about the safety of taking paracetamol.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.5,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context can give some relevant answer for the given query but can\\'t answer it completely. The context provides information about paracetamol, its uses, and precautions, but it does not specifically address its safety for pregnant women. Therefore, while it provides some relevant information, it does not fully answer the query.\",\\n    \"Choice\": \"B\"\\n}',\n",
       "    'score_response_conciseness': 1.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides general advice on the use of paracetamol during pregnancy and emphasizes the importance of consulting with a healthcare provider. It also includes information about the safety of paracetamol, recommended doses, and potential risks of excessive use during pregnancy. However, this information is relevant to the query and does not contain any additional irrelevant details.\",\\n    \"Choice\": \"A\"\\n}'}],\n",
       "  [{'role': 'user',\n",
       "    'content': \"Thank you for the advice! I'll definitely talk to my healthcare provider about it. Just to clarify, are there any specific symptoms or signs I should watch out for after taking paracetamol that might indicate it's not agreeing with me or the baby?\",\n",
       "    'retrieved_context': \"1. Paracetamol (Acetaminophen): This medication is commonly used to relieve mild to moderate pain and reduce fever. It is available over-the-counter and is often used to alleviate symptoms of headaches, muscle aches, and fever. It is important to follow the recommended dosage and frequency to avoid overdose, and to avoid taking it with other medications containing acetaminophen. 3. Aspirin: Aspirin is a salicylate drug that is used to relieve pain, reduce inflammation, and prevent blood clots. It is commonly used to treat conditions such as headaches, muscle aches, arthritis, and to reduce the risk of heart attacks and strokes. Aspirin should be taken with food or milk to reduce the risk of stomach irritation, and it should not be given to children with viral infections due to the risk of Reye's syndrome. 2. Ibuprofen: Ibuprofen is a nonsteroidal anti-inflammatory drug (NSAID) commonly used to relieve pain, reduce inflammation, and lower fever. It is often used to treat conditions such as headaches, toothaches, muscle aches, arthritis, and menstrual cramps. Ibuprofen should be taken with food or milk to reduce the risk of stomach irritation, and alcohol should be avoided while taking this medication. 7. Stomach Aches: Stomach aches are a common condition characterized by pain or discomfortin the abdomen. Symptoms include cramping, bloating, and nausea. Causes includeindigestion, constipation, and inflammation. Prevention includes a healthy diet, regular exercise,and avoiding triggers. Treatment includes over-the-counter remedies and prescriptionmedications.\",\n",
       "    'files': ['context_docs/medicine_list.docx',\n",
       "     'context_docs/disease_list.pdf'],\n",
       "    'rewritten_query': \"What specific symptoms or signs should I watch out for after taking paracetamol during pregnancy that might indicate it's not agreeing with me or the baby?\"},\n",
       "   {'role': 'bot',\n",
       "    'content': \"It's wise to be vigilant about any changes in how you feel after taking medication, including paracetamol, during pregnancy. While paracetamol is generally considered safe when taken as directed, there are some signs and symptoms you should be aware of that may indicate an adverse reaction either to you or potentially affecting your baby:\\n\\n1. **Allergic reactions:** Though rare, it's possible to have an allergic reaction to paracetamol. Symptoms can include hives, difficulty breathing, swelling of the face, lips, tongue, or throat. If you experience any of these symptoms, seek medical attention immediately.\\n\\n2. **Skin reactions:** In very rare cases, paracetamol can cause severe skin reactions. Look out for symptoms such as redness, rash, blistering, and peeling of the skin. If you notice these symptoms, stop taking paracetamol and contact your healthcare provider.\\n\\n3. **Changes in urine color or stool:** Though uncommon, dark urine or changes in stool color can indicate liver problems, which can be a serious side effect of excessive paracetamol use. It's important to monitor for these changes and inform your healthcare provider if they occur.\\n\\n4. **Nausea, vomiting and lack of appetite:** While these can be common pregnancy symptoms, if they appear or worsen after taking paracetamol, it might indicate an adverse reaction, especially if accompanied by abdominal pain or discomfort, which could signal liver issues.\\n\\n5. **General malaise or fatigue:** Excessive tiredness or a general feeling of being unwell after taking paracetamol should be reported to your healthcare provider.\\n\\nIt's important to remember these symptoms are quite rare and that paracetamol, when used as directed, is generally safe during pregnancy. However, paying attention to how you feel after taking any medication is a good practice, especially during pregnancy. Always keep your healthcare provider informed about any over-the-counter medications you take and discuss any new or worsening symptoms as soon as they arise.\"},\n",
       "   {'score_factual_accuracy': 0.0,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Allergic reactions to paracetamol can include hives, difficulty breathing, and swelling of the face, lips, tongue, or throat.\",\\n            \"Reasoning\": \"The context does not mention anything about allergic reactions to paracetamol. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"2. Paracetamol can cause severe skin reactions such as redness, rash, blistering, and peeling of the skin in very rare cases.\",\\n            \"Reasoning\": \"The context does not mention anything about skin reactions caused by paracetamol. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. Dark urine or changes in stool color after taking paracetamol can indicate liver problems.\",\\n            \"Reasoning\": \"The context does not mention anything about the effects of paracetamol on urine or stool color. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Nausea, vomiting, and lack of appetite after taking paracetamol might indicate an adverse reaction, especially if accompanied by abdominal pain or discomfort.\",\\n            \"Reasoning\": \"The context does not mention anything about adverse reactions to paracetamol. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. Excessive tiredness or a general feeling of being unwell after taking paracetamol should be reported to your healthcare provider.\",\\n            \"Reasoning\": \"The context does not mention anything about feeling unwell after taking paracetamol. Hence, the fact can not be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 1.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 1.0{\\n    \"Reasoning\": \"The response provides relevant information about the specific symptoms or signs to watch out for after taking paracetamol during pregnancy, including allergic reactions, skin reactions, changes in urine color or stool, nausea, vomiting, lack of appetite, and general malaise or fatigue. It also emphasizes the importance of being vigilant about any changes in how you feel after taking medication, especially during pregnancy. The information provided is directly related to the query and does not include any additional irrelevant details.\",\\n    \"Choice\": \"A\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides specific symptoms and signs to watch out for after taking paracetamol during pregnancy that might indicate it\\'s not agreeing with the mother or the baby. The response includes detailed information about allergic reactions, skin reactions, changes in urine color or stool, nausea, vomiting, lack of appetite, and general malaise or fatigue. This information directly addresses the question about symptoms or signs to watch out for after taking paracetamol during pregnancy.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.0,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context does not contain any specific information about the symptoms or signs to watch out for after taking paracetamol during pregnancy. The context only provides general information about paracetamol, aspirin, ibuprofen, and stomach aches, but does not address the specific query about symptoms or signs during pregnancy. Hence, selected choice is C. The extracted context doesn\\'t contain any information to answer the given query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "    'score_response_conciseness': 1.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides detailed information about the specific symptoms or signs to watch out for after taking paracetamol during pregnancy, which is directly relevant to the question. It does not include any additional irrelevant information.\",\\n    \"Choice\": \"A\"\\n}'}],\n",
       "  [{'role': 'user',\n",
       "    'content': \"Thank you so much for the detailed information. It's really helpful to know what symptoms to watch out for. I'll make sure to monitor how I feel after taking paracetamol and report any adverse reactions to my healthcare provider. Just one more question: Is there a recommended maximum daily dose of paracetamol during pregnancy that I should not exceed?\",\n",
       "    'retrieved_context': \"1. Paracetamol (Acetaminophen): This medication is commonly used to relieve mild to moderate pain and reduce fever. It is available over-the-counter and is often used to alleviate symptoms of headaches, muscle aches, and fever. It is important to follow the recommended dosage and frequency to avoid overdose, and to avoid taking it with other medications containing acetaminophen. 2. Ibuprofen: Ibuprofen is a nonsteroidal anti-inflammatory drug (NSAID) commonly used to relieve pain, reduce inflammation, and lower fever. It is often used to treat conditions such as headaches, toothaches, muscle aches, arthritis, and menstrual cramps. Ibuprofen should be taken with food or milk to reduce the risk of stomach irritation, and alcohol should be avoided while taking this medication. 3. Aspirin: Aspirin is a salicylate drug that is used to relieve pain, reduce inflammation, and prevent blood clots. It is commonly used to treat conditions such as headaches, muscle aches, arthritis, and to reduce the risk of heart attacks and strokes. Aspirin should be taken with food or milk to reduce the risk of stomach irritation, and it should not be given to children with viral infections due to the risk of Reye's syndrome.\",\n",
       "    'files': ['context_docs/medicine_list.docx'],\n",
       "    'rewritten_query': 'Is there a recommended maximum daily dose of paracetamol during pregnancy that I should not exceed?'},\n",
       "   {'role': 'bot',\n",
       "    'content': \"Yes, there is a recommended maximum daily dose for paracetamol (acetaminophen) that should not be exceeded, including during pregnancy. Generally, the recommended maximum daily dose for an adult is 4,000 milligrams (mg) in a 24-hour period. However, during pregnancy, it's advisable to aim for the lowest effective dose to manage your symptoms and to use it for the shortest time possible. Some healthcare providers may recommend a lower maximum daily dose to be extra cautious.\\n\\nHere are some key points to consider regarding the dosage during pregnancy:\\n\\n1. **Consult Your Healthcare Provider:** Before taking paracetamol or any medication during pregnancy, consult with your healthcare provider. They can offer guidance tailored to your specific health needs.\\n\\n2. **Read Labels Carefully:** Paracetamol is found in a wide variety of over-the-counter and prescription medications, including pain relievers, fever reducers, and cold medications. Be sure to read the labels of all medications you're taking to avoid exceeding the recommended daily dose of paracetamol.\\n\\n3. **Monitor Your Intake:** Be mindful of how much paracetamol you're taking. This includes checking the dosage per tablet or capsule and keeping track of how frequently you're taking it.\\n\\n4. **Consider Non-Medication Options:** For managing mild pain or discomfort, consider non-medication options as well, such as rest, hydration, a cool compress for headaches, or other non-drug methods that your healthcare provider may recommend.\\n\\nIt's very important to remember that while paracetamol is considered safe for use during pregnancy when used appropriately, any medication can carry risks. The key is to use medications judiciously, under the guidance of your healthcare provider, to ensure the safety of both you and your baby.\"},\n",
       "   {'score_factual_accuracy': 0.4,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. There is a recommended maximum daily dose for paracetamol (acetaminophen) that should not be exceeded, including during pregnancy.\",\\n            \"Reasoning\": \"The context mentions the importance of following the recommended dosage and frequency to avoid overdose, which supports the fact that there is a recommended maximum daily dose for paracetamol.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"2. The recommended maximum daily dose for an adult is 4,000 milligrams (mg) in a 24-hour period.\",\\n            \"Reasoning\": \"The context does not mention the specific recommended maximum daily dose for paracetamol, so it cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. Some healthcare providers may recommend a lower maximum daily dose to be extra cautious.\",\\n            \"Reasoning\": \"The context does not provide information about healthcare providers recommending a lower maximum daily dose, so it cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Paracetamol is found in a wide variety of over-the-counter and prescription medications, including pain relievers, fever reducers, and cold medications.\",\\n            \"Reasoning\": \"The context does not mention the wide variety of medications that paracetamol is found in, so it cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. Paracetamol is considered safe for use during pregnancy when used appropriately.\",\\n            \"Reasoning\": \"The context mentions the importance of following the recommended dosage and frequency to avoid overdose, which supports the fact that paracetamol is considered safe for use during pregnancy when used appropriately.\",\\n            \"Judgement\": \"yes\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 0.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 0.0{\\n    \"Reasoning\": \"The response provides the recommended maximum daily dose of paracetamol during pregnancy, but it includes a lot of additional irrelevant information such as key points to consider, non-medication options, and general advice on using medications during pregnancy.\",\\n    \"Choice\": \"C\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides the recommended maximum daily dose of paracetamol during pregnancy and also includes additional information about consulting a healthcare provider, reading labels, monitoring intake, and considering non-medication options. This information directly addresses the question about the recommended maximum daily dose of paracetamol during pregnancy.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.0,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context does not contain specific information about the recommended maximum daily dose of paracetamol during pregnancy. It provides general information about paracetamol, ibuprofen, and aspirin, but does not address the specific query about the recommended maximum daily dose of paracetamol during pregnancy. Hence, selected choice is C. The extracted context doesn\\'t contain any information to answer the given query.\",\\n    \"Choice\": \"C\"\\n}',\n",
       "    'score_response_conciseness': 0.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides the recommended maximum daily dose of paracetamol during pregnancy, but it includes a lot of additional irrelevant information such as key points to consider, non-medication options, and general advice on using medications during pregnancy.\",\\n    \"Choice\": \"C\"\\n}'}],\n",
       "  [{'role': 'user',\n",
       "    'content': \"Thank you for clarifying the maximum daily dose and for all the valuable advice you've given me. It's comforting to know there are safe guidelines to follow. I'll be sure to discuss this with my healthcare provider to get personalized advice. Also, you mentioned considering non-medication options for managing pain. Could you suggest a few more non-drug methods that might be helpful for dealing with headaches during pregnancy?\",\n",
       "    'retrieved_context': '39. Headaches: Headaches are a common condition characterized by pain or discomfort in thehead or neck. Symptoms include throbbing, pressure, and sensitivity to light and sound. Causesinclude tension, migraines, and sinus infections. Prevention includes stress management,hydration, and avoiding triggers. Treatment includes over-the-counter pain relievers andprescription medications. 5. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications. 51. Migraines: Migraines are a type of headache characterized by throbbing pain, sensitivity tolight and sound, and nausea. Causes include genetics, environmental factors, and hormonalchanges. Prevention includes stress management, avoiding triggers, and taking preventivemedications. Treatment includes over-the-counter and prescription pain relievers, and othermedications for nausea and sensitivity to light and sound. 31. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications. 2. Ibuprofen: Ibuprofen is a nonsteroidal anti-inflammatory drug (NSAID) commonly used to relieve pain, reduce inflammation, and lower fever. It is often used to treat conditions such as headaches, toothaches, muscle aches, arthritis, and menstrual cramps. Ibuprofen should be taken with food or milk to reduce the risk of stomach irritation, and alcohol should be avoided while taking this medication.',\n",
       "    'files': ['context_docs/disease_list.pdf',\n",
       "     'context_docs/medicine_list.docx'],\n",
       "    'rewritten_query': 'Could you suggest a few more non-drug methods that might be helpful for dealing with headaches during pregnancy?'},\n",
       "   {'role': 'bot',\n",
       "    'content': \"Certainly! Headaches during pregnancy can be quite common due to changes in hormone levels, stress, and other factors. Here are some non-medication methods that may help relieve headache pain:\\n\\n1. **Rest and Relaxation:** Ensure you're getting enough rest. Fatigue can contribute to headaches, so try to maintain a regular sleep schedule and take short naps if needed. Techniques such as deep breathing, meditation, or using a relaxation app can also help reduce stress and tension.\\n\\n2. **Hydration:** Dehydration can trigger headaches, so make sure to drink plenty of water throughout the day. Aim for at least eight 8-ounce glasses of water daily, but your needs might be higher depending on your activity level and environment.\\n\\n3. **Cold or Warm Compress:** Applying a cold compress to the back of your neck or over your forehead can help reduce headache pain. Some people find relief with a warm compress instead. Experiment to see which works best for you.\\n\\n4. **Prenatal Massage:** If your healthcare provider approves, consider getting a prenatal massage. This can help relieve tension and stress that may contribute to headaches. Even a gentle neck and shoulder massage by a partner can be beneficial.\\n\\n5. **Proper Posture:** Pay attention to your posture, especially if you sit or stand for long periods. Poor posture can lead to muscle tension and headaches. Use ergonomic furniture if possible, and take frequent breaks to stretch and move around.\\n\\n6. **Eat Regularly:** Low blood sugar can trigger headaches. Try to eat balanced meals at regular intervals and keep healthy snacks handy to avoid long gaps between meals.\\n\\n7. **Avoid Triggers:** If certain foods, smells, or activities trigger your headaches, try to avoid them as much as possible. Keeping a headache diary can help you identify specific triggers.\\n\\n8. **Physical Activity:** Regular, gentle exercise, such as walking or prenatal yoga, can help reduce stress and improve overall well-being. However, be sure to consult with your healthcare provider before starting any new exercise regimen during pregnancy.\\n\\n9. **Acupressure:** Some people find relief from headaches by using acupressure, a technique that involves applying pressure to specific points on the body. Consider consulting with an acupressure or acupuncture specialist who has experience working with pregnant women.\\n\\nEach person's experience with headaches can be different, so what works for one individual may not work for another. It might take some trial and error to find the best combination of strategies that work for you. Always consult with your healthcare provider before trying new treatments, especially during pregnancy, to ensure they are safe for you and your baby.\"},\n",
       "   {'score_factual_accuracy': 0.2,\n",
       "    'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Headaches during pregnancy can be quite common due to changes in hormone levels, stress, and other factors.\",\\n            \"Reasoning\": \"The context does not mention anything specific about headaches during pregnancy, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"2. Dehydration can trigger headaches, so make sure to drink plenty of water throughout the day.\",\\n            \"Reasoning\": \"The context mentions hydration as a prevention for headaches, so the fact is supported by the context.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"3. Applying a cold compress to the back of your neck or over your forehead can help reduce headache pain.\",\\n            \"Reasoning\": \"The context does not mention anything specific about using a cold compress to reduce headache pain, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. Regular, gentle exercise, such as walking or prenatal yoga, can help reduce stress and improve overall well-being.\",\\n            \"Reasoning\": \"The context does not mention anything specific about exercise to reduce stress during pregnancy, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. Always consult with your healthcare provider before trying new treatments, especially during pregnancy, to ensure they are safe for you and your baby.\",\\n            \"Reasoning\": \"The context does not mention anything specific about consulting a healthcare provider before trying new treatments during pregnancy, so the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "    'score_response_relevance': 1.0,\n",
       "    'explanation_response_relevance': 'Response Precision: 1.0{\\n    \"Reasoning\": \"The response provides a comprehensive list of non-drug methods to deal with headaches during pregnancy, which is relevant to the question. It also includes a note about individual experiences and the importance of consulting a healthcare provider, which is important information for pregnant individuals. Therefore, the response has no additional irrelevant information.\",\\n    \"Choice\": \"A\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides a comprehensive list of non-drug methods that might be helpful for dealing with headaches during pregnancy. The response covers various aspects such as rest and relaxation, hydration, cold or warm compress, prenatal massage, proper posture, regular eating, avoiding triggers, physical activity, and acupressure. It also includes a note about individual experiences and the importance of consulting with a healthcare provider, which directly addresses the question about non-drug methods for dealing with headaches during pregnancy.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "    'score_context_relevance': 0.5,\n",
       "    'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context can give some relevant answer for the given query but can\\'t answer it completely. The context provides information about the causes, prevention, and treatment of headaches, including non-drug methods such as stress management, hydration, and avoiding triggers. However, it does not specifically mention non-drug methods for dealing with headaches during pregnancy. Therefore, the context only partially addresses the query.\",\\n    \"Choice\": \"B\"\\n}',\n",
       "    'score_response_conciseness': 1.0,\n",
       "    'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides a comprehensive list of non-drug methods to deal with headaches during pregnancy, which is relevant to the question. It also includes a note about individual experiences and the importance of consulting a healthcare provider, which is important information for pregnant individuals. Therefore, the response does not have any additional irrelevant information.\",\\n    \"Choice\": \"A\"\\n}'}]],\n",
       " 'assistant_id': 'asst_JhhQcYU1BZImmcr477ercwb3',\n",
       " 'thread_id': 'thread_mW7qZg5R8k027QzvrJuYLDNc',\n",
       " 'file_id': ['file-qLmGJHdoSioqDGUMkYxyfreQ', 'file-iuoaLSm7kQKYK2DhhqAvzSAl'],\n",
       " 'score_conversation_satisfaction': 0.5,\n",
       " 'explanation_conversation_satisfaction': '{\\n    \"Reasoning\": \"The user seems to be moderately frustrated during the conversation. They are seeking specific information and clarification about the safety of taking paracetamol during pregnancy and the potential adverse effects. They also ask about the recommended maximum daily dose of paracetamol and non-drug methods for managing headaches during pregnancy. The user\\'s repeated questions and requests for detailed information indicate a moderate level of frustration.\",\\n    \"Choice\": \"B\"\\n}'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'role': 'user',\n",
       "  'content': \"Hi, I'm currently pregnant and I've been experiencing some headaches. I was wondering if it's safe for me to take paracetamol?\",\n",
       "  'retrieved_context': \"1. Paracetamol (Acetaminophen): This medication is commonly used to relieve mild to moderate pain and reduce fever. It is available over-the-counter and is often used to alleviate symptoms of headaches, muscle aches, and fever. It is important to follow the recommended dosage and frequency to avoid overdose, and to avoid taking it with other medications containing acetaminophen. 2. Ibuprofen: Ibuprofen is a nonsteroidal anti-inflammatory drug (NSAID) commonly used to relieve pain, reduce inflammation, and lower fever. It is often used to treat conditions such as headaches, toothaches, muscle aches, arthritis, and menstrual cramps. Ibuprofen should be taken with food or milk to reduce the risk of stomach irritation, and alcohol should be avoided while taking this medication. 31. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications. 3. Aspirin: Aspirin is a salicylate drug that is used to relieve pain, reduce inflammation, and prevent blood clots. It is commonly used to treat conditions such as headaches, muscle aches, arthritis, and to reduce the risk of heart attacks and strokes. Aspirin should be taken with food or milk to reduce the risk of stomach irritation, and it should not be given to children with viral infections due to the risk of Reye's syndrome. 39. Headaches: Headaches are a common condition characterized by pain or discomfort in thehead or neck. Symptoms include throbbing, pressure, and sensitivity to light and sound. Causesinclude tension, migraines, and sinus infections. Prevention includes stress management,hydration, and avoiding triggers. Treatment includes over-the-counter pain relievers andprescription medications. 5. Headaches: Headaches are a common condition characterized by pain in the head or neck.Symptoms include throbbing, pressure, and sensitivity to light and sound. Causes includetension, migraines, and sinus infections. Prevention includes stress management, hydration,and avoiding triggers. Treatment includes over-the-counter pain relievers and prescriptionmedications.\",\n",
       "  'files': ['context_docs/medicine_list.docx',\n",
       "   'context_docs/disease_list.pdf']},\n",
       " {'role': 'bot',\n",
       "  'content': \"While I can provide general advice on the use of paracetamol during pregnancy, it's crucial to note that you should always consult with your healthcare provider before taking any medication, including paracetamol, during pregnancy. \\n\\nGenerally, paracetamol (also known as acetaminophen) is considered safe for short-term use during pregnancy at recommended doses to treat mild to moderate pain and fever. It's one of the most commonly used pain relievers among pregnant women. However, as with any medication during pregnancy, it's important to use the lowest effective dose for the shortest possible time. \\n\\nExcessive use or high doses of paracetamol during pregnancy, especially for long durations, may increase the risk of certain health issues in the unborn baby, so it's essential to follow the guidance of your healthcare provider.\\n\\nIf you're experiencing frequent or severe headaches, it's important to discuss this with your healthcare provider as well. They can help determine the underlying cause and recommend the safest treatment options during your pregnancy.\"},\n",
       " {'score_factual_accuracy': 0.2,\n",
       "  'explanation_factual_accuracy': '{\\n    \"Result\": [\\n        {\\n            \"Fact\": \"1. Paracetamol is considered safe for short-term use during pregnancy at recommended doses to treat mild to moderate pain and fever.\",\\n            \"Reasoning\": \"The context mentions that Paracetamol is commonly used to relieve mild to moderate pain and reduce fever, and it is important to follow the recommended dosage and frequency to avoid overdose. This supports the fact that it is considered safe for short-term use during pregnancy at recommended doses.\",\\n            \"Judgement\": \"yes\"\\n        },\\n        {\\n            \"Fact\": \"2. It is one of the most commonly used pain relievers among pregnant women.\",\\n            \"Reasoning\": \"The context does not mention anything about Paracetamol being one of the most commonly used pain relievers among pregnant women. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"3. Excessive use or high doses of paracetamol during pregnancy may increase the risk of certain health issues in the unborn baby.\",\\n            \"Reasoning\": \"The context does not mention anything about the risk of certain health issues in the unborn baby due to excessive use or high doses of Paracetamol during pregnancy. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"4. It\\'s important to use the lowest effective dose for the shortest possible time when taking paracetamol during pregnancy.\",\\n            \"Reasoning\": \"The context does not mention anything about the importance of using the lowest effective dose for the shortest possible time when taking Paracetamol during pregnancy. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        },\\n        {\\n            \"Fact\": \"5. It\\'s crucial to consult with your healthcare provider before taking any medication, including paracetamol, during pregnancy.\",\\n            \"Reasoning\": \"The context does not mention anything about the importance of consulting with a healthcare provider before taking Paracetamol during pregnancy. Hence, the fact cannot be verified by the context.\",\\n            \"Judgement\": \"no\"\\n        }\\n    ]\\n}',\n",
       "  'score_response_relevance': 1.0,\n",
       "  'explanation_response_relevance': 'Response Precision: 1.0{\\n    \"Reasoning\": \"The response provides general advice on the use of paracetamol during pregnancy and emphasizes the importance of consulting with a healthcare provider. It also includes information about the safety of paracetamol, recommended doses, and potential risks of excessive use during pregnancy. Additionally, it advises consulting with a healthcare provider for frequent or severe headaches. The response does not contain any irrelevant information.\",\\n    \"Choice\": \"A\"\\n}\\nResponse Recall: 1.0{\\n    \"Reasoning\": \"The given response is complete for the given question because it provides detailed information about the safety of taking paracetamol during pregnancy. It addresses the potential risks, recommended doses, and the importance of consulting with a healthcare provider. Additionally, it advises on seeking medical advice for frequent or severe headaches during pregnancy, which directly relates to the query about the safety of taking paracetamol.\",\\n    \"Choice\": \"A\"\\n}',\n",
       "  'score_context_relevance': 0.5,\n",
       "  'explanation_context_relevance': '{\\n    \"Reasoning\": \"The given context can give some relevant answer for the given query but can\\'t answer it completely. The context provides information about paracetamol, its uses, and precautions, but it does not specifically address its safety for pregnant women. Therefore, while it provides some relevant information, it does not fully answer the query.\",\\n    \"Choice\": \"B\"\\n}',\n",
       "  'score_response_conciseness': 1.0,\n",
       "  'explanation_response_conciseness': '{\\n    \"Reasoning\": \"The response provides general advice on the use of paracetamol during pregnancy and emphasizes the importance of consulting with a healthcare provider. It also includes information about the safety of paracetamol, recommended doses, and potential risks of excessive use during pregnancy. However, this information is relevant to the query and does not contain any additional irrelevant details.\",\\n    \"Choice\": \"A\"\\n}'}]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
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    "results[3]['conversation'][0]"
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